import matplotlib.pyplot as plt
import numpy as np
from scipy.stats import ttest_rel
from scipy.stats import pearsonr

import matplotlib.pyplot as plt

rf_evo_gru_0 = [
    [0.004786, 0.002485],
[0.000736, 0.002209],
[0.001657, 0.006167],
[0.004234, 0.021447],
[0.012610, 0.042158],
[0.015832, 0.041697],
[0.025681, 0.053848],
[0.027430, 0.062592],
[0.031756, 0.072349],
[0.040317, 0.078056],
[0.043999, 0.088549],
[0.042158, 0.111377],
[0.042894, 0.141753],
[0.051730, 0.167250],
[0.055689, 0.180228],
[0.054768, 0.182529],
[0.048877, 0.186856],
[0.049061, 0.187776],
[0.049337, 0.187500],
[0.052375, 0.190353],
[0.056149, 0.196889],
[0.056057, 0.202135],
[0.060015, 0.200939],
[0.061027, 0.201859],
[0.061395, 0.206554],
[0.057806, 0.204068],
[0.060751, 0.203976],
[0.059186, 0.209591],
[0.064709, 0.216035],
[0.066642, 0.217415],
[0.063789, 0.211064],
[0.071705, 0.220085],
[0.068759, 0.213549],
[0.071429, 0.222662],
[0.067471, 0.223214],
[0.071705, 0.226896],
[0.072901, 0.230486],
[0.073822, 0.236285],
[0.072257, 0.241348],
[0.080081, 0.240335],
[0.080909, 0.249080],
[0.077964, 0.248067],
[0.079621, 0.249540],
[0.077135, 0.245766],
[0.081922, 0.256259],
[0.082290, 0.262610],
[0.080817, 0.265464],
[0.083303, 0.266661],
[0.084039, 0.267397],
[0.082382, 0.274761],
[0.082934, 0.276786],
[0.088457, 0.277154],
[0.086432, 0.277798],
[0.084039, 0.280099],
[0.082842, 0.280468],
[0.087629, 0.283873],
[0.088365, 0.279639],
[0.091403, 0.287923],
[0.094164, 0.292710],
[0.100423, 0.293814],
[0.095361, 0.291973],
[0.097938, 0.290409],
[0.092323, 0.290961],
[0.102448, 0.301730],
[0.102633, 0.307714],
[0.104566, 0.307253],
[0.101344, 0.305965],
[0.100976, 0.306333],
[0.096189, 0.309094],
[0.095177, 0.311948],
[0.100147, 0.318023],
[0.110917, 0.326307],
[0.104934, 0.322625],
[0.099687, 0.325479],
[0.101528, 0.330449],
[0.107603, 0.337905],
[0.113494, 0.341035],
[0.105946, 0.339194],
[0.106130, 0.341771],
[0.110272, 0.347846],
[0.113862, 0.347202],
[0.111653, 0.343980],
[0.111377, 0.346742],
[0.114138, 0.354289],
[0.119109, 0.353093],
[0.128682, 0.356406],
[0.129878, 0.359812],
[0.127577, 0.356591],
[0.127946, 0.362482],
[0.127577, 0.360641],
[0.137979, 0.360917],
[0.133284, 0.369109],
[0.140004, 0.373711],
[0.144606, 0.378222],
[0.132180, 0.373987],
[0.141292, 0.377209],
[0.142305, 0.383837],
[0.139728, 0.394146],
[0.148840, 0.399116],
[0.146447, 0.401510],
[0.140464, 0.401049],
[0.142213, 0.396999],
[0.157769, 0.403443],
[0.153627, 0.403535],
[0.151786, 0.409149],
[0.151325, 0.408597],
[0.159149, 0.413384],
[0.169091, 0.415777],
[0.150497, 0.415225],
[0.159518, 0.424797],
[0.151694, 0.423325],
[0.150221, 0.419827],
[0.161451, 0.427007],
[0.167710, 0.430044],
[0.173049, 0.430689],
[0.162647, 0.429216],
[0.159057, 0.435567],
[0.158229, 0.437500],
[0.165409, 0.432345],
[0.161819, 0.437408],
[0.167526, 0.440538],
[0.173785, 0.436303],
[0.172404, 0.436303],
[0.170932, 0.438513],
[0.149669, 0.433450],
[0.153166, 0.431333],
[0.153995, 0.435475],
[0.157953, 0.438789],
[0.174613, 0.432622],
[0.163476, 0.433450],
[0.152246, 0.431149],
[0.141200, 0.439617],
[0.143133, 0.431977],
[0.163384, 0.438881],
[0.156848, 0.444219],
[0.156756, 0.444311],
[0.161082, 0.450018],
[0.164764, 0.446613],
[0.164856, 0.443115],
[0.162187, 0.446981],
[0.168078, 0.443023],
[0.168630, 0.453700],
[0.158045, 0.456186],
[0.159610, 0.463089],
[0.169459, 0.457658],
[0.160714, 0.453608],
[0.156480, 0.449006],
[0.160530, 0.451123],
[0.158321, 0.456830],
[0.158781, 0.456278],
[0.159794, 0.456094],
[0.151878, 0.452043],
[0.153719, 0.458027],
[0.140004, 0.462445],
[0.151786, 0.466219],
[0.161635, 0.468060],
[0.160622, 0.466495],
[0.162463, 0.463733],
[0.160898, 0.462905],
[0.163660, 0.464838],
[0.166513, 0.469716],
[0.157401, 0.466495],
[0.167986, 0.469532],
[0.171852, 0.468796],
[0.168262, 0.467507],
[0.172680, 0.472110],
[0.177191, 0.476896],
[0.180136, 0.469164],
[0.172957, 0.468704],
[0.155652, 0.462077],
[0.154915, 0.463733],
[0.171024, 0.464286],
[0.174153, 0.462813],
[0.164764, 0.466127],
[0.168170, 0.458947],
[0.173693, 0.459131],
[0.169367, 0.458303],
[0.159794, 0.465206],
[0.186027, 0.469809],
[0.181609, 0.471005],
[0.184647, 0.469901],
[0.174429, 0.467415],
[0.173877, 0.477541],
[0.164856, 0.476988],
[0.162831, 0.474595],
[0.169735, 0.471189],
[0.168722, 0.473859],
[0.162279, 0.473030],
[0.170932, 0.473859],
[0.173233, 0.478553],
[0.174153, 0.477080],
[0.184462, 0.481130],
[0.181149, 0.486837],
[0.176362, 0.484720],
[0.166145, 0.474687],
[0.167250, 0.474227],
[0.168630, 0.479197],
[0.162555, 0.482051],
[0.165869, 0.482235],
[0.168446, 0.486929],
[0.187316, 0.486377],
[0.177651, 0.486561],
[0.182069, 0.484168],
[0.177651, 0.484444],
[0.157401, 0.480210],
[0.180228, 0.480026],
[0.185935, 0.484996],
[0.171760, 0.479013],
[0.163568, 0.476068],
[0.168446, 0.484720],
[0.169919, 0.488862],
[0.159978, 0.488862],
[0.176086, 0.485825],
[0.172404, 0.484260],
[0.160622, 0.487850],
[0.179860, 0.488310],
[0.179216, 0.483524],
[0.177559, 0.489783],
[0.189341, 0.494569],
[0.195876, 0.492360],
[0.194496, 0.493373],
[0.191918, 0.492268],
[0.180965, 0.493557],
[0.184002, 0.491071],
[0.188697, 0.497331],
[0.194127, 0.500644],
[0.195416, 0.504694],
[0.200018, 0.496870],
[0.201675, 0.493649],
[0.203424, 0.493833],
[0.197349, 0.498895],
[0.173693, 0.500644],
[0.204068, 0.502393],
[0.208303, 0.504786],
[0.183634, 0.502209],
[0.177559, 0.502761],
[0.210696, 0.500460],
[0.201767, 0.498803],
[0.180412, 0.494661],
[0.188513, 0.494109],
[0.195140, 0.504878],
[0.193575, 0.507180],
[0.184831, 0.500828],
[0.172312, 0.494017],
[0.203240, 0.500460],
[0.210512, 0.492636],
[0.170011, 0.494937],
[0.162923, 0.495214],
[0.198454, 0.495582],
[0.215298, 0.501289],
[0.197165, 0.498343],
[0.190722, 0.503314],
[0.204805, 0.509757],
[0.214562, 0.509205],
[0.219901, 0.515004],
[0.219532, 0.511874],
[0.216219, 0.512887],
[0.209775, 0.516384],
[0.203424, 0.512610],
[0.222662, 0.516753],
[0.222478, 0.513255],
[0.208027, 0.508468],
[0.209315, 0.507364],
[0.225515, 0.512058],
[0.225147, 0.507180],
[0.221465, 0.514635],
[0.211340, 0.509389],
[0.211616, 0.508652],
[0.210052, 0.511598],
[0.198362, 0.503958],
[0.195048, 0.500828],
[0.198730, 0.507364],
[0.216403, 0.503314],
[0.196981, 0.507824],
[0.195600, 0.504602],
[0.208671, 0.506535],
[0.200571, 0.502946],
[0.210604, 0.511046],
[0.205357, 0.510954],
[0.208671, 0.502209],
[0.213457, 0.502853],
[0.208027, 0.501473],
[0.202872, 0.497331],
[0.210052, 0.513071],
[0.207566, 0.509297],
[0.193391, 0.507732],
[0.199650, 0.511506],
[0.203148, 0.507180],
[0.217876, 0.518778],
[0.220453, 0.520987],
[0.212353, 0.524116],
[0.222386, 0.521079],
[0.213365, 0.516108],
[0.215022, 0.530744],
[0.213181, 0.527890],
[0.224595, 0.536359],
[0.221097, 0.539580],
[0.218152, 0.530099],
[0.207198, 0.529547],
[0.210328, 0.522644],
[0.231499, 0.531480],
[0.228185, 0.526418],
[0.217231, 0.524300],
[0.222386, 0.525405],
[0.222754, 0.531296],
[0.213273, 0.526233],
[0.204805, 0.527062],
[0.192563, 0.522644],
[0.211985, 0.528627],
[0.210512, 0.524024],
[0.218704, 0.531112],
[0.207750, 0.535714],
[0.217047, 0.531204],
[0.224319, 0.531480],
[0.214838, 0.534978],
[0.203148, 0.531296],
[0.214746, 0.530191],
[0.228921, 0.533045],
[0.205725, 0.532401],
[0.198638, 0.526602],
[0.210788, 0.531020],
[0.217231, 0.538752],
[0.224871, 0.540041],
[0.213641, 0.542986],
[0.199006, 0.540501],
[0.207566, 0.544367],
[0.228553, 0.542710],
[0.233155, 0.537831],
[0.228829, 0.536727],
[0.222018, 0.537003],
[0.215851, 0.534610],
[0.217968, 0.535346],
[0.221926, 0.534978],
[0.224319, 0.538660],
[0.216863, 0.530007],
[0.224687, 0.528535],
[0.214010, 0.534978],
[0.219716, 0.543446],
[0.245029, 0.538936],
[0.226344, 0.534426],
[0.212261, 0.527522],
[0.216219, 0.524945],
[0.221465, 0.526602],
[0.225055, 0.526602],
[0.213089, 0.523012],
[0.213089, 0.524945],
[0.217415, 0.521355],
[0.224411, 0.526970],
[0.210972, 0.528351],
[0.207934, 0.527982],
[0.206830, 0.528258],
[0.215943, 0.522091],
[0.218336, 0.528258],
[0.216219, 0.523472],
[0.215666, 0.523012],
[0.201123, 0.521815],
[0.193943, 0.523196],
[0.206462, 0.525773],
[0.206646, 0.526602],
[0.191826, 0.521631],
[0.185567, 0.515464],
[0.191826, 0.519330],
[0.208487, 0.518686],
[0.214654, 0.513439],
[0.191826, 0.511874],
[0.189065, 0.510770],
[0.198454, 0.517581],
[0.205357, 0.519606],
[0.203516, 0.518962],
[0.195508, 0.507824],
[0.183358, 0.515280],
[0.200755, 0.513163],
[0.214378, 0.517121],
[0.205173, 0.524392],
[0.202412, 0.519330],
[0.205909, 0.520803],
[0.222478, 0.524853],
[0.221557, 0.530744],
[0.203240, 0.528443],
[0.211985, 0.532769],
[0.238310, 0.530376],
[0.227817, 0.535622],
[0.213733, 0.530928],
[0.219901, 0.531480],
[0.238034, 0.530652],
[0.226160, 0.528535],
[0.216127, 0.534057],
[0.207382, 0.529731],
[0.216679, 0.525221],
[0.220177, 0.519698],
[0.216127, 0.517765],
[0.215482, 0.519422],
[0.215390, 0.518778],
[0.211892, 0.516753],
[0.217876, 0.528351],
[0.203332, 0.523840],
[0.210052, 0.535806],
[0.212629, 0.534426],
[0.198454, 0.527430],
[0.194956, 0.536267],
[0.206738, 0.537371],
[0.220269, 0.533045],
[0.206554, 0.529363],
[0.199190, 0.526878],
[0.200847, 0.527430],
[0.219809, 0.533597],
[0.234812, 0.533321],
[0.241071, 0.533873],
[0.228921, 0.539672],
[0.207934, 0.532769],
[0.204713, 0.529271],
[0.204989, 0.527430],
[0.196152, 0.525773],
[0.196889, 0.522275],
[0.208671, 0.529179],
[0.208763, 0.530099],
[0.217323, 0.532493],
[0.212445, 0.533137],
[0.203608, 0.532032],
[0.206830, 0.537279],
[0.225331, 0.539580],
[0.217139, 0.539304],
[0.215390, 0.535346],
[0.209591, 0.535622],
[0.208855, 0.536727],
[0.204805, 0.541605],
[0.204068, 0.543538],
[0.208487, 0.543078],
[0.211800, 0.542250],
[0.211524, 0.543078],
[0.213457, 0.546116],
[0.206370, 0.546208],
[0.200018, 0.545932],
[0.192839, 0.551270],
[0.192563, 0.547220],
[0.196337, 0.547404],
[0.198085, 0.544459],
[0.201583, 0.535346],
[0.188973, 0.540409],
[0.188052, 0.544183],
[0.186764, 0.534978],
[0.187224, 0.541513],
[0.188513, 0.542986],
[0.200939, 0.547957],
[0.202228, 0.539304],
[0.200110, 0.540225],
[0.186395, 0.535806],
[0.175810, 0.540685],
[0.192931, 0.545563],
[0.193391, 0.543538],
[0.168446, 0.540685],
[0.185475, 0.543999],
[0.190630, 0.541053],
[0.195692, 0.545563],
[0.196060, 0.551915],
[0.199098, 0.549429],
[0.198454, 0.548325],
[0.200755, 0.553756],
[0.199650, 0.552467],
[0.190077, 0.555781],
[0.189341, 0.551454],
[0.193115, 0.554676],
[0.199098, 0.556977],
[0.202043, 0.553756],
[0.191642, 0.554124],
[0.195692, 0.555965],
[0.198546, 0.549429],
[0.212721, 0.561580],
[0.190353, 0.556977],
[0.191550, 0.558174],
[0.197257, 0.556701],
[0.194404, 0.552283],
[0.202964, 0.549337],
[0.200018, 0.549153],
[0.204161, 0.548509],
[0.195692, 0.546760],
[0.189433, 0.546208],
[0.191274, 0.544643],
[0.194404, 0.536543],
[0.191458, 0.545011],
[0.178756, 0.552835],
[0.166145, 0.550350],
[0.184094, 0.558726],
[0.208579, 0.558082],
[0.212353, 0.556793],
[0.195876, 0.559647],
[0.188973, 0.557529],
[0.155928, 0.548141],
[0.159886, 0.543630],
[0.197073, 0.551823],
[0.209683, 0.556241],
[0.205725, 0.555504],
[0.177283, 0.551823],
[0.159149, 0.548785],
[0.171208, 0.549797],
[0.187592, 0.555873],
[0.189525, 0.554308],
[0.179584, 0.556701],
[0.171760, 0.554676],
[0.191550, 0.564341],
[0.203240, 0.561672],
[0.178387, 0.557714],
[0.165593, 0.552651],
[0.177283, 0.554400],
[0.193299, 0.553203],
[0.184186, 0.557529],
[0.189617, 0.556149],
[0.201583, 0.554584],
[0.192010, 0.556333],
[0.169919, 0.556793],
[0.177375, 0.554124],
[0.191734, 0.557714],
[0.202412, 0.555596],
[0.191182, 0.559462],
[0.196429, 0.559002],
[0.188513, 0.556701],
[0.195968, 0.561672],
[0.189341, 0.563420],
[0.185199, 0.570692],
[0.175074, 0.570600],
[0.173417, 0.571981],
[0.170932, 0.572993],
[0.168262, 0.574282],
[0.186856, 0.567102],
[0.190538, 0.575203],
[0.185107, 0.567378],
[0.181609, 0.569219],
[0.184647, 0.568943],
[0.201399, 0.570416],
[0.201767, 0.563236],
[0.198546, 0.568391],
[0.176823, 0.563420],
[0.175442, 0.571521],
[0.187224, 0.568299],
[0.203884, 0.569496],
[0.199466, 0.567839],
[0.185475, 0.568759],
[0.173141, 0.565169],
[0.182622, 0.568391],
[0.177007, 0.561027],
[0.183450, 0.564893],
[0.190077, 0.562224],
[0.190906, 0.559923],
[0.191458, 0.558726],
[0.196797, 0.557345],
[0.192931, 0.562776],
[0.189709, 0.561211],
[0.197165, 0.562868],
[0.195692, 0.569864],
[0.186395, 0.568115],
[0.182069, 0.554584],
[0.186119, 0.549613],
[0.178848, 0.545932],
[0.187868, 0.549521],
[0.182714, 0.553756],
[0.186211, 0.551546],
[0.184923, 0.546852],
[0.189893, 0.549337],
[0.197625, 0.548969],
[0.187132, 0.550166],
[0.187040, 0.547957],
[0.197257, 0.552835],
[0.203976, 0.553111],
[0.207750, 0.555320],
[0.215758, 0.553756],
[0.209499, 0.548049],
[0.198730, 0.545379],
[0.197533, 0.543722],
[0.218060, 0.543170],
[0.216127, 0.543446],
[0.209223, 0.540041],
[0.204621, 0.543078],
[0.202780, 0.551454],
[0.205173, 0.550350],
[0.197349, 0.554952],
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[0.156480, 0.616992],
[0.159794, 0.623159],
[0.176270, 0.619293],
[0.166053, 0.624264],
[0.172496, 0.633560],
[0.174705, 0.634665],
[0.166881, 0.630063],
[0.173141, 0.627669],
[0.162739, 0.624540],
[0.157401, 0.628314],
[0.161175, 0.625920],
[0.159794, 0.628406],
[0.172404, 0.623527],
[0.174797, 0.625000],
[0.178203, 0.623711],
[0.190538, 0.623343],
[0.194680, 0.618189],
[0.192010, 0.616071],
[0.186395, 0.618557],
[0.170655, 0.621594],
[0.175442, 0.621962],
[0.172220, 0.618557],
[0.180412, 0.610733],
[0.162003, 0.609996],
[0.159794, 0.609996],
[0.159886, 0.605394],
[0.176362, 0.609076],
[0.169551, 0.613034],
[0.171852, 0.607143],
[0.159978, 0.601068],
[0.159334, 0.609444],
[0.159702, 0.615795],
[0.161082, 0.616348],
[0.160898, 0.613402],
[0.154639, 0.616716],
[0.172865, 0.619109],
[0.161727, 0.620582],
[0.163015, 0.616900],
[0.166973, 0.627117],
[0.163200, 0.616256],
[0.173325, 0.625736],
[0.166697, 0.620582],
[0.168538, 0.627853],
[0.163660, 0.617176],
[0.172128, 0.611101],
[0.177283, 0.611285],
[0.178295, 0.616532],
[0.178848, 0.612574],
[0.182898, 0.619753],
[0.190998, 0.616532],
[0.206830, 0.615795],
[0.206738, 0.616716],
[0.198454, 0.617084],
[0.189065, 0.615519],
[0.196797, 0.616624],
[0.188973, 0.612758],
[0.203332, 0.610825],
[0.205081, 0.615059],
[0.204621, 0.609352],
[0.185659, 0.610549],
[0.174890, 0.610272],
[0.164120, 0.610733],
[0.171024, 0.607143],
[0.182437, 0.610549],
[0.194035, 0.610733],
[0.182622, 0.613402],
[0.190630, 0.610825],
[0.198362, 0.610641],
[0.193115, 0.608247],
[0.182529, 0.607879],
[0.173417, 0.604381],
[0.175074, 0.600423],
[0.168999, 0.600976],
[0.166513, 0.605670],
[0.159702, 0.603369],
[0.157032, 0.602633],
[0.150037, 0.600147],
[0.163015, 0.600608],
[0.166789, 0.609996],
[0.166329, 0.606406],
[0.173693, 0.609444],
[0.165869, 0.607511],
[0.161635, 0.614875],
[0.178479, 0.609168],
[0.171208, 0.612113],
[0.176086, 0.615427],
[0.175718, 0.610733],
[0.160622, 0.610457],
[0.168354, 0.614783],
[0.175442, 0.616256],
[0.171760, 0.618557],
[0.184094, 0.622883],
[0.185843, 0.626841],
[0.165225, 0.626933],
[0.153719, 0.623711],
[0.156204, 0.617728],
[0.151233, 0.618465],
[0.156204, 0.615427],
[0.157309, 0.615335],
[0.147736, 0.617452],
[0.153443, 0.613954],
[0.171668, 0.617084],
[0.182529, 0.618096],
[0.178203, 0.623895],
[0.163200, 0.622239],
[0.162003, 0.629971],
[0.170471, 0.628314],
[0.173601, 0.632640],
[0.181885, 0.634205],
[0.177651, 0.635033],
[0.161267, 0.627485],
[0.167894, 0.630247],
[0.173601, 0.630799],
[0.184831, 0.625552],
[0.181609, 0.629326],
[0.182714, 0.622791],
[0.180044, 0.631996],
[0.179676, 0.633560],
[0.165869, 0.624172],
[0.156572, 0.621962],
[0.152154, 0.622331],
[0.159794, 0.629694],
[0.169091, 0.619109],
[0.167250, 0.623527],
[0.164856, 0.626933],
[0.158597, 0.625000],
[0.147459, 0.631719],
[0.148932, 0.632640],
[0.158045, 0.637703],
[0.161267, 0.638071],
[0.164212, 0.629786],
[0.159978, 0.629602],
[0.157401, 0.631904],
[0.163936, 0.633100],
[0.174521, 0.635585],
[0.170747, 0.636230],
[0.168630, 0.639728],
[0.158505, 0.634757],
[0.166605, 0.634941],
[0.156940, 0.639728],
[0.152062, 0.637150],
[0.151418, 0.635401],
[0.155284, 0.635770],
[0.145066, 0.635217],
[0.160898, 0.638807],
[0.165041, 0.631259],
[0.159978, 0.629234],
[0.154731, 0.633008],
[0.156664, 0.636230],
[0.150589, 0.640924],
[0.153719, 0.630155],
[0.145527, 0.631167],
[0.151602, 0.628038],
[0.169367, 0.633008],
[0.163292, 0.637887],
[0.160162, 0.631259],
[0.164120, 0.630615],
[0.158781, 0.633468],
[0.149485, 0.630247],
[0.146079, 0.638715],
[0.148472, 0.637979],
[0.151141, 0.640832],
[0.146263, 0.646079],
[0.154455, 0.648472],
[0.158597, 0.645527],
[0.153811, 0.647183],
[0.147828, 0.653258],
[0.144606, 0.651786],
[0.157769, 0.648932],
[0.155284, 0.653166],
[0.158505, 0.652430],
[0.161819, 0.655468],
[0.159978, 0.656664],
[0.163936, 0.656664],
[0.162555, 0.658689],
[0.164304, 0.657677],
[0.158045, 0.654363],
[0.153166, 0.656480],
[0.161267, 0.657953],
[0.165133, 0.659057],
[0.159242, 0.656756],
[0.172036, 0.648564],
[0.169551, 0.654639],
[0.174153, 0.659978],
[0.174797, 0.659057],
[0.180781, 0.660254],
[0.182437, 0.657677],
[0.188513, 0.665685],
[0.186764, 0.663936],
[0.177467, 0.663384],
[0.169919, 0.660070],
[0.166145, 0.654363],
[0.163660, 0.642673],
[0.167342, 0.638991],
[0.171668, 0.640832],
[0.170379, 0.642213],
[0.167894, 0.646447],
[0.163844, 0.642581],
[0.162371, 0.638715],
[0.173601, 0.641108],
[0.185291, 0.651141],
[0.191274, 0.644606],
[0.180781, 0.639728],
[0.173785, 0.643041],
[0.178479, 0.642121],
[0.184831, 0.645711],
[0.191274, 0.645895],
[0.188605, 0.645158],
[0.191734, 0.644882],
[0.181609, 0.644238],
[0.186487, 0.640372],
[0.186395, 0.639820],
[0.188144, 0.641016],
[0.177099, 0.641292],
[0.171024, 0.638807],
[0.172036, 0.634849],
[0.176454, 0.628958],
[0.176362, 0.629234],
[0.185107, 0.634021],
[0.196244, 0.637242],
[0.197441, 0.632732],
[0.190446, 0.631904],
[0.198638, 0.635862],
[0.194219, 0.640188],
[0.185659, 0.643686],
[0.182437, 0.650221],
[0.188605, 0.645895],
[0.187132, 0.650497],
[0.185935, 0.645527],
[0.189341, 0.647459],
[0.187132, 0.640648],
[0.199834, 0.635770],
[0.198914, 0.641108],
[0.175810, 0.637518],
[0.180044, 0.641108],
[0.181885, 0.640832],
[0.184647, 0.641476],
[0.191366, 0.642029],
[0.177467, 0.637150],
[0.176086, 0.636230],
[0.196244, 0.643317],
[0.195324, 0.646815],
[0.198914, 0.644422],
[0.193391, 0.642765],
[0.169827, 0.645711],
[0.182253, 0.642765],
[0.206094, 0.642673],
[0.210880, 0.640004],
[0.211708, 0.642765],
[0.200203, 0.643225],
[0.192839, 0.641292],
[0.185291, 0.640740],
[0.176823, 0.643778],
[0.189525, 0.646815],
[0.190630, 0.643409],
[0.187960, 0.640280],
[0.200110, 0.637058],
[0.197349, 0.633560],
[0.193943, 0.639635],
[0.183726, 0.639267],
[0.198454, 0.640832],
[0.192839, 0.638347],
[0.179308, 0.628222],
[0.178940, 0.631259],
[0.167158, 0.629602],
[0.177743, 0.630063],
[0.190538, 0.633284],
[0.192931, 0.638991],
[0.186856, 0.643778],
[0.174890, 0.638899],
[0.175074, 0.630983],
[0.173509, 0.629510],
[0.164304, 0.622699],
[0.163108, 0.625552],
]

rf_evo_gru_1 = [
    [0.006351, 0.005799],
[0.009941, 0.021539],
[0.013163, 0.031756],
[0.018041, 0.040225],
[0.023748, 0.049061],
[0.034978, 0.061948],
[0.037923, 0.071797],
[0.044183, 0.083763],
[0.047220, 0.091863],
[0.039764, 0.108063],
[0.038660, 0.128958],
[0.044091, 0.151970],
[0.044735, 0.158965],
[0.044183, 0.164672],
[0.045932, 0.167434],
[0.046300, 0.174797],
[0.048233, 0.170747],
[0.047496, 0.168078],
[0.048233, 0.173877],
[0.050442, 0.175902],
[0.050350, 0.172312],
[0.050442, 0.182069],
[0.053387, 0.178571],
[0.054492, 0.180228],
[0.055504, 0.181701],
[0.057069, 0.183818],
[0.056057, 0.190077],
[0.060567, 0.193299],
[0.063789, 0.201215],
[0.062960, 0.199282],
[0.063513, 0.203240],
[0.069588, 0.213273],
[0.071889, 0.219901],
[0.075939, 0.219901],
[0.076675, 0.220453],
[0.075018, 0.223030],
[0.080817, 0.230118],
[0.081830, 0.228093],
[0.080081, 0.232787],
[0.077228, 0.231038],
[0.082290, 0.237297],
[0.082014, 0.239138],
[0.084499, 0.240979],
[0.087629, 0.249540],
[0.088273, 0.252301],
[0.087077, 0.262795],
[0.089838, 0.265464],
[0.093244, 0.274669],
[0.094348, 0.273472],
[0.103185, 0.279915],
[0.111285, 0.288015],
[0.112942, 0.288015],
[0.116163, 0.295563],
[0.108432, 0.293999],
[0.110180, 0.302743],
[0.113494, 0.298141],
[0.107327, 0.307898],
[0.107235, 0.311119],
[0.108984, 0.316458],
[0.113494, 0.312960],
[0.116900, 0.324190],
[0.127485, 0.333395],
[0.123251, 0.331278],
[0.110365, 0.327688],
[0.108616, 0.319864],
[0.112942, 0.328792],
[0.133008, 0.346005],
[0.135770, 0.341587],
[0.126657, 0.349595],
[0.118649, 0.340022],
[0.119385, 0.334407],
[0.121502, 0.339102],
[0.124632, 0.338089],
[0.127025, 0.337629],
[0.122607, 0.344809],
[0.127577, 0.355026],
[0.138163, 0.355486],
[0.135862, 0.358432],
[0.131535, 0.356314],
[0.131627, 0.353645],
[0.128314, 0.355946],
[0.137426, 0.360733],
[0.138531, 0.362205],
[0.142949, 0.365335],
[0.153903, 0.386046],
[0.169827, 0.393962],
[0.159426, 0.396907],
[0.151970, 0.393225],
[0.158229, 0.399300],
[0.158597, 0.394238],
[0.156572, 0.398012],
[0.153627, 0.403351],
[0.150589, 0.406664],
[0.151878, 0.402522],
[0.166973, 0.409242],
[0.165133, 0.402522],
[0.156572, 0.406480],
[0.151970, 0.406664],
[0.161911, 0.408413],
[0.179860, 0.415593],
[0.184278, 0.423049],
[0.165593, 0.418262],
[0.148380, 0.420011],
[0.167250, 0.425994],
[0.178295, 0.423969],
[0.165225, 0.432898],
[0.166881, 0.426178],
[0.169183, 0.432345],
[0.185567, 0.432714],
[0.172312, 0.434647],
[0.172496, 0.436487],
[0.181793, 0.437316],
[0.185843, 0.442378],
[0.181517, 0.440169],
[0.173141, 0.439065],
[0.166881, 0.437500],
[0.189433, 0.438236],
[0.197901, 0.442102],
[0.188973, 0.443483],
[0.186303, 0.442655],
[0.185291, 0.442102],
[0.197073, 0.438236],
[0.201675, 0.442286],
[0.184831, 0.441090],
[0.180873, 0.441826],
[0.179492, 0.447533],
[0.187132, 0.449006],
[0.192563, 0.448085],
[0.209223, 0.450018],
[0.196981, 0.450295],
[0.188605, 0.447809],
[0.193207, 0.458671],
[0.199466, 0.458395],
[0.200663, 0.454253],
[0.201031, 0.459867],
[0.192471, 0.456001],
[0.200387, 0.457934],
[0.216127, 0.461800],
[0.225884, 0.462353],
[0.212445, 0.457566],
[0.198085, 0.453240],
[0.210788, 0.453792],
[0.215574, 0.456738],
[0.217139, 0.458027],
[0.207106, 0.450847],
[0.211156, 0.455817],
[0.210880, 0.460788],
[0.209775, 0.462813],
[0.212077, 0.470177],
[0.215298, 0.469901],
[0.220361, 0.466219],
[0.213549, 0.478093],
[0.197349, 0.469901],
[0.200571, 0.476712],
[0.210328, 0.475331],
[0.217968, 0.481406],
[0.212537, 0.473859],
[0.201307, 0.475423],
[0.204897, 0.472938],
[0.204989, 0.476804],
[0.210972, 0.477541],
[0.213918, 0.476804],
[0.206001, 0.476896],
[0.201951, 0.465482],
[0.201215, 0.471926],
[0.206646, 0.471742],
[0.211708, 0.482235],
[0.198638, 0.472938],
[0.201307, 0.473675],
[0.203516, 0.472202],
[0.197165, 0.473767],
[0.208671, 0.476160],
[0.214010, 0.474043],
[0.202504, 0.477725],
[0.191826, 0.473030],
[0.191550, 0.471834],
[0.206830, 0.470913],
[0.206094, 0.473859],
[0.206370, 0.483708],
[0.207934, 0.484260],
[0.208671, 0.480854],
[0.209131, 0.480302],
[0.213181, 0.482143],
[0.211800, 0.481867],
[0.202596, 0.483892],
[0.202596, 0.477264],
[0.211708, 0.486285],
[0.212169, 0.488402],
[0.203976, 0.491348],
[0.199650, 0.488862],
[0.208027, 0.489691],
[0.212261, 0.492820],
[0.218244, 0.496502],
[0.227448, 0.497054],
[0.231130, 0.487297],
[0.230486, 0.497054],
[0.223306, 0.502577],
[0.219256, 0.503222],
[0.228277, 0.503682],
[0.234628, 0.500184],
[0.228461, 0.500736],
[0.217784, 0.504142],
[0.221005, 0.495306],
[0.226068, 0.493373],
[0.219716, 0.491440],
[0.236653, 0.492268],
[0.230394, 0.494661],
[0.223030, 0.498067],
[0.222386, 0.495214],
[0.228461, 0.500644],
[0.230578, 0.506996],
[0.226896, 0.503038],
[0.236561, 0.510401],
[0.241348, 0.509941],
[0.236009, 0.501197],
[0.237758, 0.503314],
[0.254878, 0.507732],
[0.247515, 0.507272],
[0.242084, 0.506627],
[0.230394, 0.500920],
[0.231867, 0.501749],
[0.236101, 0.508008],
[0.243833, 0.507824],
[0.245674, 0.503774],
[0.242728, 0.504050],
[0.231959, 0.503406],
[0.243649, 0.500644],
[0.252301, 0.500828],
[0.247607, 0.499540],
[0.235825, 0.505799],
[0.229842, 0.497239],
[0.234076, 0.497607],
[0.233616, 0.500644],
[0.236193, 0.501289],
[0.244017, 0.491992],
[0.233339, 0.493096],
[0.236285, 0.503130],
[0.227264, 0.499908],
[0.233984, 0.504418],
[0.234536, 0.506535],
[0.230026, 0.501105],
[0.222018, 0.502853],
[0.222294, 0.498711],
[0.212905, 0.493833],
[0.210144, 0.490151],
[0.215482, 0.489046],
[0.221649, 0.488770],
[0.227725, 0.491992],
[0.217599, 0.497515],
[0.228093, 0.497975],
[0.224595, 0.505615],
[0.217968, 0.504602],
[0.227725, 0.499356],
[0.231683, 0.502209],
[0.233247, 0.503590],
[0.215022, 0.501105],
[0.210144, 0.503866],
[0.215758, 0.504786],
[0.212997, 0.504694],
[0.225239, 0.512242],
[0.211248, 0.515004],
[0.202320, 0.517581],
[0.203792, 0.511138],
[0.199650, 0.503774],
[0.207658, 0.503498],
[0.223582, 0.513255],
[0.213181, 0.508284],
[0.205265, 0.503038],
[0.206830, 0.505155],
[0.218888, 0.502485],
[0.235365, 0.510585],
[0.234536, 0.508192],
[0.204621, 0.509021],
[0.191642, 0.507180],
[0.209499, 0.511138],
[0.226804, 0.514912],
[0.217047, 0.518225],
[0.211616, 0.519146],
[0.209683, 0.516292],
[0.220269, 0.518409],
[0.218428, 0.514359],
[0.209315, 0.518962],
[0.201307, 0.518594],
[0.198730, 0.511046],
[0.207934, 0.511138],
[0.218888, 0.515648],
[0.230118, 0.511782],
[0.214102, 0.511690],
[0.198730, 0.508652],
[0.207842, 0.514083],
[0.216127, 0.516568],
[0.210420, 0.510309],
[0.202135, 0.504142],
[0.211708, 0.504418],
[0.214010, 0.510217],
[0.229381, 0.518133],
[0.225884, 0.510585],
[0.225331, 0.512887],
[0.216127, 0.512334],
[0.216587, 0.519514],
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[0.248987, 0.593336],
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[0.235272, 0.593336],
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[0.251197, 0.589746],
[0.258008, 0.588273],
[0.254418, 0.598306],
[0.266568, 0.603553],
[0.256259, 0.596926],
[0.254694, 0.595177],
[0.259113, 0.595637],
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[0.255247, 0.590206],
[0.257088, 0.586800],
[0.248711, 0.581922],
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[0.261506, 0.600884],
[0.257824, 0.603185],
[0.261414, 0.609168],
[0.255615, 0.605486],
[0.254694, 0.607511],
[0.246502, 0.598398],
[0.243649, 0.601896],
[0.233063, 0.596465],
[0.226712, 0.594532],
[0.238034, 0.597938],
[0.247331, 0.608339],
[0.251197, 0.610180],
[0.234996, 0.605762],
[0.236193, 0.611929],
[0.244937, 0.604013],
[0.248159, 0.608892],
[0.252669, 0.618925],
[0.245490, 0.611837],
[0.256535, 0.620398],
[0.262242, 0.620766],
[0.263071, 0.616808],
[0.266476, 0.618465],
[0.267121, 0.617728],
[0.268778, 0.619661],
[0.260862, 0.616716],
[0.264820, 0.616624],
[0.274853, 0.615059],
[0.271907, 0.619017],
[0.260585, 0.608708],
[0.271539, 0.615059],
[0.269422, 0.616071],
[0.241716, 0.606130],
[0.249448, 0.607787],
[0.253682, 0.605578],
[0.249816, 0.603645],
[0.258468, 0.610272],
[0.247331, 0.602080],
[0.264359, 0.607603],
[0.250644, 0.608800],
[0.251933, 0.614691],
[0.263347, 0.618281],
[0.262334, 0.611469],
[0.243096, 0.603645],
[0.243649, 0.604013],
[0.243925, 0.603737],
[0.246962, 0.603277],
[0.240519, 0.599135],
[0.228645, 0.597754],
[0.239415, 0.605946],
[0.250276, 0.608339],
[0.249356, 0.606867],
[0.251749, 0.605670],
[0.258468, 0.597478],
[0.258008, 0.603185],
[0.257548, 0.611101],
[0.254418, 0.610457],
[0.255339, 0.613862],
[0.254786, 0.607787],
[0.257916, 0.609628],
[0.251013, 0.613770],
[0.253130, 0.605486],
[0.251381, 0.598122],
[0.253222, 0.606038],
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[0.255707, 0.609444],
[0.261874, 0.618465],
[0.267397, 0.614875],
[0.261322, 0.609812],
[0.272275, 0.613678],
[0.278166, 0.612850],
[0.283965, 0.610549],
[0.277338, 0.619293],
[0.272828, 0.610917],
]


rf_evo_gru_5 = [
    [0.002485, 0.002761],
[0.008468, 0.024300],
[0.009757, 0.026233],
[0.013163, 0.032309],
[0.022459, 0.050994],
[0.026141, 0.067378],
[0.036635, 0.083119],
[0.033965, 0.083947],
[0.045379, 0.106775],
[0.050166, 0.118925],
[0.045103, 0.125920],
[0.047772, 0.161451],
[0.055136, 0.178019],
[0.061119, 0.186580],
[0.062960, 0.194956],
[0.053848, 0.182253],
[0.049705, 0.189249],
[0.051178, 0.183726],
[0.051270, 0.183358],
[0.053295, 0.187132],
[0.051638, 0.186027],
[0.050442, 0.187224],
[0.049982, 0.191366],
[0.053663, 0.196613],
[0.053756, 0.201583],
[0.059554, 0.202412],
[0.058266, 0.199190],
[0.063605, 0.199466],
[0.064341, 0.209223],
[0.060475, 0.215574],
[0.067563, 0.208303],
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rf_evo = rf_evo_gru_0

rf_evo = np.array(rf_evo)
reward_evo = rf_evo[:,1]
rf_evo = rf_evo[:,0]
linear_cmp = np.linspace(0, 1, len(reward_evo))
linear_cmp = np.cos(np.linspace(-np.pi, 0, len(reward_evo)))
random_cmp = np.random.rand(len(reward_evo))


# # 定义滑动窗口大小
# window = 20
# # 对reward_evo进行滑窗平滑
# reward_evo = np.convolve(reward_evo, np.ones(window)/window, mode='valid')
# # 对rf_evo进行滑窗平滑
# rf_evo = np.convolve(rf_evo, np.ones(window)/window, mode='valid')

reward_evo_norm = (reward_evo - np.min(reward_evo)) / (np.max(reward_evo) - np.min(reward_evo))
reward_evo_norm = reward_evo_norm / np.linalg.norm(reward_evo_norm)
rf_evo_norm = (rf_evo - np.min(rf_evo)) / (np.max(rf_evo) - np.min(rf_evo))
rf_evo_norm = rf_evo_norm / np.linalg.norm(rf_evo_norm)
linear_cmp_norm = (linear_cmp - np.min(linear_cmp)) / (np.max(linear_cmp) - np.min(linear_cmp))
linear_cmp_norm = linear_cmp_norm / np.linalg.norm(linear_cmp_norm)

corr = pearsonr(reward_evo, rf_evo)

# print("corr: ", np.dot(reward_evo_norm, rf_evo_norm))
# print("corr_cmp: ", np.dot(linear_cmp_norm, reward_evo_norm))
# print("corr: ", np.corrcoef(reward_evo, rf_evo))
print("corr: ", pearsonr(reward_evo, rf_evo))
# print("corr_cmp: ", pearsonr(linear_cmp, rf_evo))

# plot reward_evo and rf_evo
plt.figure()
plt.plot(reward_evo)
plt.plot(rf_evo)
# make the tags of two curves
plt.legend(['reward_evo', 'rf_evo'], loc='upper left')
# plt.plot(linear_cmp)
plt.text(len(reward_evo) / 2, 0, f'pearsonr= {corr[0]:.2f}', fontsize=16)
# plt.show()
plt.savefig('./logs/plot.png')


window = 50
# 对reward_evo进行滑窗平滑
reward_evo_conv = np.convolve(reward_evo, np.ones(window)/window, mode='valid')
# 对rf_evo进行滑窗平滑
rf_evo_conv = np.convolve(rf_evo, np.ones(window)/window, mode='valid')
# 计算reward_evo的导数
reward_evo_diff = np.diff(reward_evo_conv)
# 计算rf_evo的导数
rf_evo_diff = np.diff(rf_evo_conv)

evo_diff = 100*(reward_evo_diff - rf_evo_diff)

plt.figure()
plt.plot(reward_evo)
plt.plot(rf_evo)
plt.plot(evo_diff)
# make the tags of two curves
plt.legend(['reward_evo', 'rf_evo','evo_diff' ], loc='upper left')
# draw a horizontal line at y=0
plt.axhline(y=0, color='r', linestyle='-')
plt.show()

print(np.mean(evo_diff)/100.0)
